{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# y=[]\n",
    "# x=np.linspace(-3,3,100)\n",
    "# for i in x:\n",
    "#     tensor_x = torch.zeros((1, 1, 28, 28)).to(device)\n",
    "#     #modificar el primer pixel de la imagen\n",
    "#     tensor_x[0,0,2,0]=i\n",
    "#     post_conv=model.conv2(tensor_x)\n",
    "#     y_aux=post_conv[0][0][0][0].item()\n",
    "#     y.append(y_aux)\n",
    "\n",
    "\n",
    "# plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.metrics import precision_score, recall_score, f1_score\n",
    "\n",
    "import torch\n",
    "\n",
    "from architectures_28x28.SimpleModels import *\n",
    "from architectures_28x28.KANConvs_MLP import KANC_MLP\n",
    "from architectures_28x28.KKAN import *\n",
    "from architectures_28x28.conv_and_kan import NormalConvsKAN\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device('cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the model\n",
    "model = torch.load('models/FashionMNIST_torchlike/KKAN (Medium) (gs = 10).pt',map_location=torch.device('cpu'))\n",
    "model.eval()  # Set the model to evaluation mode\n",
    "x=torch.tensor(np.linspace(-1.5,1.5,100))\n",
    "\n",
    "# Prepare the figure for subplots\n",
    "fig, axs = plt.subplots(3, 3, figsize=(15, 15))\n",
    "kernels = model.conv1.convs[0]\n",
    "# Loop through the first 9 kernels\n",
    "for idx in range(9):\n",
    "    ax = axs[idx // 3, idx % 3]  # Get the appropriate subplot\n",
    "    tensor_x = torch.zeros((1,1,3,3),device = device)\n",
    "    res = []\n",
    "    for g in np.linspace(-3,3,100):\n",
    "        tensor_x[:,:,idx // 3, idx % 3] = g \n",
    "        res.append(kernels(tensor_x).item())\n",
    "    ax.plot(x, res)  # Plot the spline of the kernel\n",
    "    ax.set_title(f'Element {idx + 1}')  # Set the title for each subplot\n",
    "    ax.set_xlabel(\"Input Intensity\")  # Add x-label\n",
    "    ax.set_ylabel(\"Output Intensity\")  # Add y-label\n",
    "\n",
    "plt.tight_layout()  # Adjust layout\n",
    "plt.show()  # Display the plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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